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What Engineering Teams Have Found Useful

Feedback from teams who have worked with draviak's guidance library, workshops, and custom engagements.

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47+
Teams served
4.7
Average rating
Annual updates
3+
Years of operation
Feedback

What Teams Say

AZ
Ahmad Zulkifli
ML Engineer, Kuala Lumpur

The Guidance Library filled a gap we kept running into. We were spending too much time triangulating between vendor documentation and third-party comparisons. Having it structured around the deployment decision itself — rather than the hardware vendor's preferred framing — made it much more usable.

May 2026
SR
Siti Rohaya
Infrastructure Lead, Petaling Jaya

We used the Planning Workshop before finalising our serving infrastructure for a mid-size transformer model. The session pushed us to think through the batch size and latency tradeoff more carefully than we had — the written summary became a reference document for the team. The workshop format was efficient; it didn't drag.

April 2026
TW
Tan Wei Loong
Senior Engineer, Penang

The quarterly updates are the feature we didn't know we needed. The articles from our initial subscription are still accurate on the fundamentals, but the update from Q1 this year pointed out some changes in how certain accelerator categories handle quantised models that were directly relevant to a project we had running.

May 2026
NK
Nurul Kamilia
Platform Architect, Shah Alam

We commissioned a Custom Engagement when we were consolidating two separate serving pipelines. The discovery session surfaced that we'd framed the problem in a way that was making it look harder than it needed to be. The written guide that came out of it was well-scoped and directly actionable. Delivery was on time.

April 2026
RP
Rajan Pillai
DevOps Engineer, Cyberjaya

I was sceptical that a guidance library could add much to what's already available online. But the structure is the thing — the way it maps hardware decisions to model requirements gives you a usable framework rather than a pile of specs to interpret. Worth the subscription for that alone.

May 2026
LM
Lim Mei Ying
Technical PM, Kuala Lumpur

The Planning Workshop was useful for our team partly because it brought together engineers who had different assumptions about what our hardware constraints actually were. Working through the framework together surfaced those gaps before we got to procurement. The facilitation didn't feel scripted.

March 2026
Case Studies

Team Journeys in More Detail

Route 02 — Planning Workshop

Serving Pipeline Decision for a Document Understanding Model

Challenge

A Kuala Lumpur fintech team had built a document understanding model and needed to decide between GPU-accelerated cloud serving and CPU-based on-premise infrastructure. Competing internal opinions were stalling the decision.

Approach

The team attended a Planning Workshop where the facilitator worked through the model's batch processing pattern, latency requirements, and expected query volume. The workshop identified that the model's characteristics pointed toward CPU-based serving at the team's expected scale.

Outcome

The team avoided a GPU deployment that would have been over-provisioned for their workload. The written summary became the internal reference document for the infrastructure decision. Timeline: single workshop session plus 2 days for the written summary.

"The workshop gave us a shared vocabulary that we hadn't had before. That was as valuable as the hardware guidance itself." — Infrastructure Lead, Kuala Lumpur fintech
Route 03 — Custom Engagement

Consolidating Serving Infrastructure Across Two Product Lines

Challenge

A Cyberjaya-based technology company had two product lines with separate serving infrastructure, each running different model architectures. Leadership wanted to understand whether consolidation was feasible and what hardware configuration it would require.

Approach

A Custom Engagement began with a discovery session covering both architectures' requirements and the operational constraints. The engagement produced a structured guide addressing consolidation feasibility, hardware options for the combined workload, and the tradeoffs between a unified and a federated serving approach.

Outcome

The written guide clarified that partial consolidation was viable for one model pair but not the other, with specific hardware configuration options for each scenario. The walkthrough session allowed the engineering team to ask questions before the infrastructure decision went to procurement. Total engagement: 3 weeks.

"The discovery session redefined how we'd framed the problem. The guide that came out of it was more specific to our situation than anything we could have built from general sources." — Platform Architect, Cyberjaya
Route 01 — Guidance Library

Building Team Knowledge Before a Hardware Budget Decision

Challenge

A Penang-based logistics company's engineering team was preparing a hardware budget proposal for an ML serving deployment. The team needed to understand the hardware landscape well enough to write a defensible proposal, but lacked time for open-ended research.

Approach

Two engineers subscribed to the Guidance Library and worked through the relevant reference articles over three weeks. The library's structured organisation meant they could identify which articles applied to their specific model type and serving environment without reading the full catalogue.

Outcome

The team produced a hardware budget proposal that included a structured comparison of three serving options with specific justification for each. The proposal was approved at the first review. Both engineers retained the subscription for the quarterly updates as their deployment matured.

"The articles gave us the vocabulary and the framework. Writing the proposal became a matter of applying that to our specific numbers rather than trying to synthesise everything from scratch." — Senior Engineer, Penang
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MDEC Ecosystem Listing

Listed as a relevant B2B information resource in the Malaysia Digital Economy ecosystem directory since 2025.

Asia Cloud & Infrastructure

Associate member of the ACIS technical working group, contributing to regional deployment standards discussions.

Content Review Standards

All library content passes a structured accuracy review before publication, with claims sourced to the relevant hardware generation.

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